Python csv file jobs

I am seeking an experienced Python developer with a proven track record in working with the Scrapy framework. The primary goal of the project is to handle data extraction from websites, dealing particularly with nested or hierarchical data. Key Responsibilities: - Collaborating with the team to define the scope of the project and identify the data requirements. - Design and implement data extraction scripts using the Scrapy framework. - Handle complex, nested or hierarchical data structures. - Ensure the accuracy and efficiency of the data extraction process. Ideal Skills and Experience: - Proven experience in Python development. - Expertise in working with the Scrapy framework. - Strong understanding of web technologies and data structures. - Excellent problem-solving and ...

In need of a skilled professional to develop a RESTful API using Python. The API should be designed to handle multimedia data. Ideal Expertise: - Proficient in Python programming. - Thorough experience in RESTful API development. - Should specifically be adept in dealing with multimedia data handling. - Great problem-solving skills. - Conduct testing ensuring optimization and compatibility. Transparency, communication, and attention to detail will be crucial for this role. A fast turnaround will be appreciated without compromising on quality. If you have what it takes to handle this job, I welcome you to make your bid.

I'm looking for a skilled TouchDesigner and Python developer to create a script for automatically sending MOV videos as email attachments. Key Requirements: - Design and develop a Python script for TouchDesigner that can attach MOV videos to outgoing emails. - Ensure the script is robust, reliable and can handle various video sizes. - Email content doesn't need to be customized for each recipient, so a standard email template is sufficient. - Mail input from user side Your role will involve: - Understanding the project's requirements and the specific constraints of sending MOV videos via email. - Creating the necessary Python script within the TouchDesigner environment. - Testing and refining the script to ensure it performs reliably across different e...

I am in need of a Python expert, specializing in web scraping. I require someone who can proficiently extract data from various websites. The specifics of the data may vary from text content, images, links, to contact information. Your key responsibilities will include: - Writing effective and efficient Python scripts to scrape data - Ensuring the data is extracted accurately and in a structured format - Delivering the data in a timely manner The ideal candidate should have: - Proficient experience in Python and web scraping - A strong understanding of data extraction techniques - Proven experience in handling and parsing a variety of data types - Excellent communication skills and the ability to meet deadlines Please be prepared to provide examples of your previ...

I'm urgently in need of a software developer who can help me fix some bugs in my software and make some necessary adjustments to the code. Key Requirements: - Debugging: You should be experienced in identify...software developer who can help me fix some bugs in my software and make some necessary adjustments to the code. Key Requirements: - Debugging: You should be experienced in identifying and resolving bugs in software. - Code Customization: The project may require some customization of the code to ensure it meets my requirements. Your experience with software development, particularly with Java, Python or C++, will be highly regarded. The project is quite urgent, so I'm looking for someone who can start immediately and deliver fast, but without compromising the ...

I am looking for a Python developer who can implement concepts from a research paper. - The developer must have solid experience in Python, ideally with an intermediate understanding of complex programming concepts. They should be comfortable with an intermediate level of complexity in translating research concepts into code. - Knowledge and experience with the PyTorch framework is a must. The freelancer will need to use it to implement the code from the research paper. This project will require a good understanding of data structures, algorithms, and object-oriented programming in Python. Experience with prior work involving code implementation from research papers would be advantageous. Please only bid if you meet these qualifications and can deliver quality wo...

I'm in need of a skilled individual who can assist me in creating flat file templates for Amazon. I need a highly experienced Amazon listing expert. I need it in 24 hours. I will also work with you there are 1125 products. And Raw file is ready upc, description, Sku etc. It is copy paste work. - The task will involve exclusively the creation of the templates, not data importing or formatting. - Please specify your experience with Amazon's flat file system when responding. Ideal skills: - Proficient in creating flat file templates for Amazon - Prior experience with Amazon's flat file system - Excellent attention to detail

I'm in need of a skilled individual who can assist me in creating flat file templates for Amazon. I need a highly experienced Amazon listing expert. I need it in 24 hours. I will also work with you there are 1125 products. And Raw file is ready upc, description, Sku etc. It is copy paste work. - The task will involve exclusively the creation of the templates, not data importing or formatting. - Please specify your experience with Amazon's flat file system when responding. Ideal skills: - Proficient in creating flat file templates for Amazon - Prior experience with Amazon's flat file system - Excellent attention to detail

...is about algorithmic auto-investing trading on world wide's financial market. Fixed Rate Job Paid based on success delivery per country. $10/country. Make about 5-10 API/country for installing python, setting SQL for our applications and Google Sheet. For each country may need API for such as : 1. Historical Data 2. Financial Scrapped Source 3. Financial Summary Scrapped Source 4. Interest rate 5. Some More Required Skill & Experience : 1. Php & SQL 2. Familiar with python installing & setting up environments 3. Experienced in Linux Debian & LNMP server by SSH 4. You need to know on how to run python scripts on debian by ssh, and setup cron task on debian, and debugging etc Personality's Criteria : 1. No toxic working environment 2. Agi...

I'm seeking a Python expert to delve into a specific set of emails and tackle both sentiment analysis and classification tasks. Key Tasks: - Sentiment Analysis: I want to understand the overall sentiment of the email data. You will be required to identify and extract the prevailing sentiment from the emails. - Email Classification: The project includes categorizing the emails into predefined categories. This will involve analyzing the content and context of the emails to sort them into different classes. Requirements: - Proficient in Python: As Python is my preferred language for this, you should have a strong grasp of Python and its libraries for carrying out sentiment analysis and text classification. - Email Analysis Experience: Experience in analyzi...

I need a professional to help me with my PES file resizing and correction for a cotton fabric project. Key Tasks: - Resize the design to fit within the 4x4 to 8x8 inches range - Digitize the design for optimal stitch density - Ensure the color scheme is correct and suitable for the final product (cotton fabric) You should have: - Proficiency in embroidery software, specifically with PES files - Experience in resizing and correcting embroidery designs - Understanding of different materials' requirements, especially cotton - Attention to detail - Portfolio of similar projects Please provide me with an overview of your experience and some examples of past work.

I'm looking for a skilled programmer to help me convert my invention into an app for iOS and Android devices. It is preferred that you're located here in SAN DIEGO, CA...however it's not absolute. Key requirements: - I'm open to the programming language, so your expertise in Python, Java, or C and C ++ would be beneficial in guiding the decision. - The main functions the app should possess are user authentication and data storage. I will require a Non Disclosure Agreement [NDA] to proceed with details of the invention. If you've got experience in app development [Coding] and can help me bring my invention to life on mobile devices, please reach out. Looking forward to working with you! Thanks, Mike

I have an Illustrator file that needs some text changes. All the new text content is ready, so the task mainly involves swapping out the existing text with the updated content. Ideal skills and experience for this project: - Proficiency in Adobe Illustrator - Strong attention to detail - Ability to follow instructions accurately Attached is a sample. Required modifications. 1. Change bar code. 2. Tidy up the text. 3. Duplicate the file and update some text. 4. Resend me with the right dimensions.

Hi Ishaq A., My Printer says that The logo file in one of the rewind bag artwork files for Mulberry Tree brand is too small. Can you please fix the logo and change to the two coloured versions used in the artwork

We are seeking an experienced skilled R...experienced skilled Raspberry Pi developer for an exciting machine workflow using Raspberry Pi and servo motors. The project involves developing software for control, and integrating the Modbus TCP/IP protocol. The successful candidate will demonstrate expertise in Python programming, servo control, and Modbus communication. Phase 1: Set up the Raspberry Pi 4b to control servo motors and configuring communication with the Panasonic Minas Driver and Panasonic Servo Motor. Install Modbus server software and develop custom Python scripts for Modbus communication and servo motor control. Phase 2: Control Iron Core Linear motors and configuring communication with the Mitsubishi Driver . This can turn into a long term project for the...

I'm looking for an experienced developer to help with real-time text data scr...and management using BeautifulSoup. This project is primarily focused on retrieving text data and storing it in a database. Key Responsibilities: - Implement an API scraper to continuously retrieve text data in real-time - Utilize BeautifulSoup for data extraction and management - Develop a robust database to store all the scraped text data The ideal candidate should have: - Proficiency in Python programming language - Strong experience with API scraping and BeautifulSoup - Previous work involving real-time data scraping - A good understanding of database management It is important that the data scraping runs seamlessly and accurately in real-time. Prior experience with similar projects will be...

I have a 58-second audio file with speech that has been marred by background noise. I'm seeking a professional audio engineer who can clean up the file and remove the static, ensuring the final audio quality is as pristine as possible, with minimal to no background noise remaining. SECOND HALF OF AUDIO NEED TO CLARIFY VOICES- YOUNG BOY TALKING TO HIS FATHER WHO HAS PLANTED EVIDENCE FOR HIS OWN CRIME. NEED TO HEAR IT AS SOON AS POSSIBLE This task requires someone well-versed in audio editing who can preserve the original content while significantly reducing the presence of background noise AND PERHAPS LOWER THE OVERLAPPED FAKE POLICE YELLING ON TOP.... Experience with radio or similar audio content is a plus. ANYONE WHO CAN DO IT FAST.

I have a Python file that was running fine last night for data analysis purposes. However, after trying to upload the '' file to GitHub, I encountered an error due to the file size being too large for GitHub. I need to get the Python file running again, but with the '' file stored on an external service to work around the file size limitations of GitHub. Key requirements include: - Identifying and resolving the issue causing the Python file not to run - Storing the '' file on an external service and adjusting the Python code to access it from there Ideal Skills and Experience: - Proficiency in Python - Experience with data analysis and handling large datasets - Familia...

Python Script Developer for Photoshop Automation & WordPress/WooCommerce Integration We are seeking a freelance Python developer to create a script that automates Photoshop tasks and integrates with WordPress/WooCommerce for product customization. The script will: Develop a Python script to automate Photoshop operations. Integrate the script with WordPress/WooCommerce to retrieve order details. Automatically open Photoshop and modify PSD files based on customer orders. Update text layers with customer input and save customized templates as JPG/PDF.

Python Script Developer for Photoshop Automation & WordPress/WooCommerce Integration We are seeking a freelance Python developer to create a script that automates Photoshop tasks and integrates with WordPress/WooCommerce for product customization. The script will: Develop a Python script to automate Photoshop operations. Integrate the script with WordPress/WooCommerce to retrieve order details. Automatically open Photoshop and modify PSD files based on customer orders. Update text layers with customer input and save customized templates as JPG/PDF.

Python Script Developer for Photoshop Automation & WordPress/WooCommerce Integration We are seeking a freelance Python developer to create a script that automates Photoshop tasks and integrates with WordPress/WooCommerce for product customization. The script will: Develop a Python script to automate Photoshop operations. Integrate the script with WordPress/WooCommerce to retrieve order details. Automatically open Photoshop and modify PSD files based on customer orders. Update text layers with customer input and save customized templates as JPG/PDF.

...can create a bot that will be used for automated trading on Binary.com. Key Functionalities: - The bot will be designed to execute trades based on predefined strategies. This means it should be able to analyze market conditions and place trades automatically as per the set strategy. Ideal Skills and Experience: - Proficient in Python: Since Python is my preferred programming language for this bot, you should have demonstrable experience in programming with Python. - Knowledge of Binary Trading: A good understanding of binary trading platforms and how they operate is a considerable plus. - Experience with Automated Trading: Prior experience in developing bots for automated trading is highly preferred. - Familiarity with : Given that the bot will be used on , e...

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As we delve further into the world of quilt design, our team needs a proficient quilting professional who is well-acquainted with HZZE quilting software. This task involves converting our simple vector design into a .DAT file suitable for our HZZE machine. The design has been created in Adobe Illustrator and isn’t intricate, it requires implementing straight stitching only. Your skills and experience in working with similar software and accomplishing related tasks would be pivotal to the success of this project. We look forward to seeing the design come to life.

.The scope of this project includes: 1. Data Transmission: You should be able to help in enhancing our network to ensure that it delivers data more optimally, focusing particularly on text-based data, as this is what our UDP/IP network primarily handles. 2. Error Detection and Correction: The hiree will also have to devise new methods for detecting and correction errors within our system. We've been facing some challenges in this area that need resolution. 3. Scalable Solutions: Our network system currently connects between 10 and 50 devices. While working on this project, it is important to keep scalability in mind to accommodate potential future growth.

I'm looking for a skilled professional to create a 3D print file in STL format derived from an image I have. The project revolves around crafting a monochrome 3D model of a specific object within the provided image. Your tasks will involve: - Analyzing the image and focusing on the designated object. - Creating a 3D model of the object. - Generating an STL file for 3D printing in monochrome. Ideal candidates will have experience with 3D modeling, CAD software, and a keen eye for detail to accurately capture the object within the image. Please ensure your proficiency with STL file creation and monochrome 3D printing. Efficiency, precision, and ability to follow instructions closely are paramount for this task. Reach out if you demonstrate these skills. I am eager...

Hi Miloud S., I noticed your profile and would like to offer you my project. We can discuss any details over chat.

I require an expert script writer who can create a bash script for data processing tasks that involve the creation and deletion of files, specifically CSV files. Details: - The main task will involve managing CSV data. - The bash script should be able to create and delete selected CSV files. - I'm looking for someone skilled in bash scripting, especially with a focus on file handling and data processing. - Previous experience in working with CSV files, data manipulation and command line tools will be required. - We need the script to be concise, efficient and capable of running smoothly without unnecessary delays. Looking forward to your interactive and engaging responses.

I'm in need of a full-time, mid-level software developer to join our e-commerce company. You should be proficient in Python, Java, and PHP. Your primary responsibilities will include: - Coding and programming: Developing robust, scalable software solutions for our e-commerce platform. - Database management: Ensuring the efficient operation of our databases and managing related processes. - Bug fixing and troubleshooting: Identifying and addressing software issues to maximize performance. Your experience should ideally span 2-5 years, giving you a good understanding of the nuances of software development. In addition to your technical prowess, you should be able to work efficiently within a team and communicate effectively. Your input will be crucial in enhancing our e-commer...

...Response: GPT-3 generates a poem, and the webhook formats the response. Dialogflow Fulfillment: The webhook sends the formatted poem back to Dialogflow. Google Assistant: Reads the poem aloud to the user. Tools and Technologies: Google Assistant SDK: For setting up and configuring Google Assistant. Dialogflow: For natural language processing and managing conversations. Node.js/Python: For writing the webhook server. OpenAI GPT-3 API: For generating content based on user input. Example Code Snippet: javascript const express = require('express'); const bodyParser = require('body-parser'); const { OpenAIApi, Configuration } = require('openai'); const app = express(); (()); const configuration = new Configuration({ apiKey...

I am in need of a skilled Machine Learning Developer...complexity, featuring multiple variables. The primary goal of the model will be to understand the relationships between these variables. Key Responsibilities: - Utilize the provided dataset to develop a causal model - Ensure that the model is capable of effectively illustrating relationships between variables - Optimize the model for performance Ideal Candidate: - Proficient in Machine Learning and Python - Experience with building causal models - must have worked on techniques like robust synthetic control, dowhy, econml, trigamite, DECI and other double ML/causal techniques - Strong analytical and problem-solving skills - Ability to work with moderate to complex datasets - Strong understanding of relationship modeling in da...

...Excel file with separate sheets for doctors' information and disease descriptions. Requirements: Programming Language: Preferably Python. Libraries: Experience with web scraping libraries like BeautifulSoup, Selenium, and data processing libraries like Pandas. Output Format: Ability to export data into an Excel file using Pandas or similar libraries. Error Handling: Robust error handling to manage failed requests and parsing errors. Compliance: Adherence to the websites' terms of service and rate limits to avoid being blocked. Project Scope: Input: A list of CRM numbers and a list of CID numbers. Process: Automate the lookup and data extraction process. Output: An Excel file with the compiled data. Skills Required: Web Scraping Python Progr...

I'm looking for a skilled professional who can migrate an existing voicemail manager system from Google Script (Javascript) to Office365. The primary purpose of this migration is to rebuild the system on a completely different platform. Key Requirements: - Proficient in Google Script (Javascript) - Familiar with Offic...of voicemail manager systems. The project's success will depend on the freelancer's ability to effectively transfer the existing system's functionalities to the new platform. The system must be rebuilt using Javascript, ensuring compatibility with the desired platform: Office365. I also need help to complete previous project. Help with the following: 1. Batch file to merge Ruckus csv files instead of overwriting. 2. Batch file...

I'm looking for an expert in numerical analysis who can help me with a range of tasks. Here's what the job involves: - Solving Linear Equations - Interpolation - Integration While I haven't specified a programming language in the options, I'm currently working on this project by hand. If you're proficient in Python, MATLAB, or C++, your insight into these languages might be helpful. The project is urgent and needs to be completed ASAP. If you're skilled in numerical analysis and can deliver quality work under tight deadlines, I'd love to hear from you.

I'm looking for a developer to create a Chrome extension that will communicate with a server. The extension should be able to: - Extract the first value from the first document that is loaded - Select...Every instance& chrome extension has to connect to the server and if we change the radio button and drop-down on the server it has to be clicked as order wise. If first loaded document Click on 1st value which I had entered in server If second loaded document click on second value Ideal skills and experiences include: - Proficiency in developing Chrome extensions - Thorough understanding of Python for server-side development - Experience with creating APIs for efficient communication between client and server - Strong problem-solving skills to ensure seamless data extract...

I'm looking for a developer to create a Chrome extension that will communicate with a server. The extension should be able to: - Extract the first value from the first document that is loaded - Select...Every instance& chrome extension has to connect to the server and if we change the radio button and drop-down on the server it has to be clicked as order wise. If first loaded document Click on 1st value which I had entered in server If second loaded document click on second value Ideal skills and experiences include: - Proficiency in developing Chrome extensions - Thorough understanding of Python for server-side development - Experience with creating APIs for efficient communication between client and server - Strong problem-solving skills to ensure seamless data extract...

I am in need of a Python developer with expertise in hardware oriented programming to add some additional functionality to an already written script of mine. The existing functions also need to be double-checked for correctness. Key requirements include: - Modify the existing Python script to incorporate the additional features required - Review the current script and ascertain that all existing functions are properly written and functioning as they should - Build a Debian OS image for COM (Computer-On-Module) installation that can be used to implement the updated python script seamlessly. Success in this role will require: - Proven experience with Python, specifically in writing and improving scripts with a focus towards integration with hardware - Solid kn...

Dough one Sources is looking candidates for Senior Business Analyst – VBA, Advance Excel. Job Role: Senior Business Analyst Job Location: Remote E...Technical knowledge of VBAs, Macro, MS Office skills to drive automation opportunities. • Well-versed with dynamic loops, data extraction from images. • Work with users and team members at all levels for performance improvement and suggestions. • Understand and prepare Ad hoc reports. • Identify the opportunities of automating reports, snapshots and dashboards using advanced formulas, Advanced Excel, Python and other techniques • Consolidate, sort, organize and summarize data using basic mathematical operations • Interpret data and metrics using charts, tables, Dashboard and other graphics in Microsof...

Hello, I need convert a PDF invoice to Excel to import to our invoices software

I'm in need of a seasoned AI developer to assist with a project that involves a variety of AI tasks. The ideal candidate should be proficient in Python and Java, with a solid understanding and experience in the following areas: - Natural Language Processing - Machine Learning - Computer Vision The project will involve a mix of training machine learning models and using pre-trained models. The output of the project will be a functional AI system that integrates these three areas seamlessly. Ideal candidates will have a deep comprehension of AI-related algorithms, excellent problem-solving skills, and an ability to work both independently and as part of a team.

I have a Python notebook containing well-structured code that effectively translates a sample of a large dataset from English to Arabic. However, the current code cannot handle the entire dataset due to its size. using : model_name = 'Helsinki-NLP/opus-mt-en-ar' Tasks: - Modify the existing Python code in the provided notebook to translate the entire dataset from English to Arabic. - Ensure the translated data is saved in two formats: Comma-Separated Values (CSV), and Apache Parquet (.parquet) - Provide the CSV and parquet files after saving (most run and give results)

Hello, We are seeking an experienced Python developer to help maintain and enhance our Telegram bot. Your responsibilities will include fixing bugs and adding new services as requested. The bot is already fully developed, so you will be notified of any new features we want to implement or bugs that need fixing. We are looking for someone with extensive experience in hosting environments, including virtual private servers, cPanels, domains, etc. Experience with Telegram bots and the Telegram API key is also required. If you believe you are a good fit for this role, please let us know. Our services are sold via cryptocurrency through the company "Cryptomus," using their API key. Additionally, experience with "SolusVM" is required, as you will need to work with t...

I'm in need of a prof...professional who can create a web-based file sharing script much like Dropbox or Zoho Wedrive. This project is geared towards individuals and requires the following key functionalities: - File Uploading and Downloading: The ability to upload and download files securely and seamlessly is a must. - File Versioning: Implementing a system that tracks and allows users to access previous versions of files is critical for this project. Ideal candidates should have extensive experience in web-based application development, particularly within the file-sharing niche. A solid understanding of data security, user experience, and scalability is also a plus. I'm looking for a proactive and highly skilled professional who can deliver a reli...

I am in search of a proficient individual in crafting an impressive resume for a Sen...requirements: - Knowledge and understanding of the AI industry, especially machine learning - An understanding of the programming languages utilized in AI, specifically Python Ideal skills and experience: - Previous experience developing resumes for Senior-level roles in tech industries. - Proficiency in Python, ideally within the context of AI and machine learning - An understanding of the relevance and applicability of various programming languages and machine learning in the AI field could be a great advantage in writing this resume. Overall, I require a resume that candidly but effectively highlights my skills in Python programming and machine learning in the context of a se...

I'm seeking an experienced Python freelancer to implement RLlib's PPO for a custom multi-agent environment, where agents act independently. Your tasks will be: - Solving the issue with the learning process. Despite configuring the simplest setting with just one agent, the model fails to find the optimal action. Additionally, the model seems unable to distinguish between the optimal actions for agents with the same action space but different endowments. Ideal skills include proficiency in Python, familiarity with RLlib's PPO algorithm, and previous work dealing with agent-based environments. Experience in crafting efficient reward functions is a plus.

I'm looking to have a custom aimbot script made for a game that was released in 2004. This game has no anti-cheat, making the developmen...Gunbound scripts. The aim of this project is to create a basic aimbot script. I'm open to programming language suggestions, as long as it's optimal for the task at hand. I'm not interested in additional features at this stage, just a simple script to enhance aiming in the game. Ideal Skills: - Proficiency in coding custom aimbot scripts - Experience in Gunbound or similar game - Proficient in C++, Python, or AutoHotkey (preferred, but not mandatory) - Strong understanding of game mechanics Please provide details of your similar previous projects when bidding. Your bid should also include a rough estimate of the time it wi...

I'm looking for a Python developer who can help me debug my code. The project involves: - Debugging logic errors: The Python code has some underlying logic errors that are causing the program to behave unexpectedly. I need someone who can identify the root cause of these issues and provide solutions. The ideal candidate should have: - Proficiency in Python: You should be well-versed in Python programming, with a strong understanding of Python syntax. - Experience with debugging: Previous experience in debugging Python code, particularly with logic errors, would be advantageous. - Problem-solving skills: You should be able to think critically and logically to identify the issues in the code and propose effective solutions. Please note that...

I’m looking for an experienced system programmer who can create a batch file or script that performs a specific set of tasks on a local W10/11computer. The tasks I need accomplished are: - Connect to the remote QNX computer via SSH (Secure Shell)( login/ password in config file.) -send some command (must be configurable - Run certain commands via batch file on windows 10/11 computer. (Configurable) - Run local bat comands on Windows computer (configurable) - Send key combinations on Windows computer (configurable) Managing errors if they occurs. Keep CMD open for manually entering other commands ( in feature can be automated as another project or add-on) Prior experience with batch file creation and QNX systems is necessary. Proficiency in SSH connectio...

I'm in need of an Excel expert to enhance my files. The tasks include: - Removing duplicate rows - Fixing formatting issues - Merging two sheets into one Additionally, I would like to incorporate a corporate branding style in the file, utilizing appropriate colors and logos. Ideal Freelancer: - Proficient in Excel with experience in data cleaning - Skilled in formatting and merging multiple sheets - Familiar with incorporating corporate branding within Excel

...Theory Background History of AI Machine Learning and Data Mining Neural Networks Reinforcement Learning Speech-to-Text and Text-to-Speech (and Deep Learning in this Relation) Robotics Limits of AI, Deepfake, and Ethics Practical Guide - Tools ChatGPT for Beginners Image Creation Tools with AI (DALL-E, MidJourney, Assistants - Market Overview) & Computer Vision Data Analysis in Enterprises with AI Python - Introduction and First Overview Additional Books Natural Language Processing (NLP) AI in Healthcare Autonomous Vehicles and AI AI in Finance and Trading Please start your offer with the answer to this question: What is 3+4? In your offer, explain why you are qualified for this project. Ideally, you are either a technical expert with AI knowledge, a writer with a strong AI ...